Professional Data Engineer

Build and operate the data processing systems behind analytics and ML on Google Cloud, including BigQuery, Dataflow, and Pub/Sub, and track your readiness for the Professional Data Engineer exam.

Advanced

Prepare and test your skills

Advanced

Prepare and test your skills

Concept

Spark

Topic in 2 exam domains

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Spark · Concept
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An open-source distributed processing system used for big data workloads and stream processing.

Where this appears on the exam

2 subdomains in 1 of 5 domains

Domain 2
Ingesting and processing the data
~25% of exam
1. 2.1Planning the data pipelines
  - Defining data transformation and orchestration logic
2. 2.2Building the pipelines
  - Transformations

How learners score on this topic

Last updated November 2, 2026

Professional Data Engineer

Build and operate the data processing systems behind analytics and ML on Google Cloud, including BigQuery, Dataflow, and Pub/Sub, and track your readiness for the Professional Data Engineer exam.

Advanced

Prepare and test your skills

Advanced

Prepare and test your skills

Concept

Spark

Topic in 2 exam domains

X LinkedIn Facebook Reddit

Spark · Concept
Spark · Service

An open-source distributed processing system used for big data workloads and stream processing.

Where this appears on the exam

2 subdomains in 1 of 5 domains

Domain 2
Ingesting and processing the data
~25% of exam
1. 2.1Planning the data pipelines
  - Defining data transformation and orchestration logic
2. 2.2Building the pipelines
  - Transformations

How learners score on this topic

Last updated November 2, 2026

Where this appears on the exam

Related topics

How learners score on this topic

Where this appears on the exam

Related topics

How learners score on this topic